Data Engineer – Applied ML
Similarweb · Tel Aviv-Yafo
وصف الوظيفة
About the role
We are looking for a Data Engineer with a strong applied machine‑learning focus to join the R&D team at Similarweb. You will turn massive product, brand and category data from retailers and marketplaces into a unified, trusted view, enabling our Retail Intelligence products to serve billions of records.
Key responsibilities
- Design and build LLM‑powered and ML‑based pipelines that classify, normalize, structure and match product, brand and category data.
- Develop agentic workflows (e.g., LangGraph) that automate complex data tasks end‑to‑end.
- Select appropriate techniques—LLMs, embeddings, fine‑tuned models, classical classifiers or rule‑based systems—balancing accuracy, cost and latency.
- Scale solutions to run efficiently over billions of records using Spark, Databricks and cloud infrastructure.
- Build evaluation frameworks, ground‑truth datasets, labeling processes and monitoring pipelines.
- Take prototypes to production and own the pipelines after launch.
- Collaborate with product, data scientists and other R&D teams to define requirements and best practices.
Required profile
- B.Sc. or M.Sc. in Computer Science, Data Science, Mathematics or a related field.
- 4+ years of hands‑on experience as a data engineer, ML engineer or data scientist with production‑grade solutions.
- Strong Python programming skills and ability to write production‑quality code.
- Experience building LLM‑based applications in production (prompt engineering, RAG, embeddings, evaluation).
- Solid understanding of text classification and NLP methods, both classical and modern.
- Proficiency processing large‑scale data with Spark/PySpark, Databricks or similar on AWS or another cloud.
Required skills
- Python
- LLM provider APIs (OpenAI, Anthropic, etc.)
- LangGraph or LangChain
- Hugging Face models and vector stores
- Spark / PySpark
- Databricks
- AWS or comparable cloud platforms
- Text classification, NLP, embeddings, Retrieval‑Augmented Generation
What we offer
- Work on a leading digital intelligence platform used by global brands.
- Opportunities to bring big ideas to life with open dialogue and resources.
- Competitive compensation, benefits and regular team outings.
- Career development programs, coaching and learning resources.
- Inclusive culture that values diversity and authentic self‑expression.
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